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Matrix Calculation Course

Matrix Calculation Course
from 4 to 360h flexible workload
valid certificate in your country

What will I learn?

The Matrix Calculation Course gives you a fast, practical path to mastering matrix-based modeling. You will review core linear algebra tools, build and validate design matrices, and compute normal equation solutions with and without regularization. Learn stable numerical methods, implement logistic and linear regression in matrix form, and apply efficient gradient and optimization techniques for reliable, reproducible results.

Elevify advantages

Develop skills

  • Matrix regression setup: build clean design matrices X and targets y fast.
  • Logistic models in matrix form: compute sigmoid, loss, and gradients efficiently.
  • Solve normal equations: apply QR, SVD, and Cholesky for stable fits.
  • Diagnose numeric issues: detect rank loss, ill-conditioning, and fix with ridge.
  • Interpret matrix outputs: read coefficients, effect sizes, and model limits.

Suggested summary

Before starting, you can change the chapters and the workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.
Workload: between 4 and 360 hours

What our students say

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Great course. Lots of valuable information.
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